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Papers Benchmarks Datasets Tasks

Time Series Forecasting research benchmarks – Page 37 · SOTA2 Research

Time Series Forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

GDELT Event 11 (Disapprove)

38.77SMAPE

9

Feb 26, 2026

TETS Real Estate (RE)

29.46SMAPE (0.8 Threshold)

9

Feb 26, 2026

TETS Industrials (Ind)

26.7SMAPE (0.8 Threshold)

9

Feb 26, 2026

TETS Consumer Defensive (CD)

25.9SMAPE (0.8 Threshold)

9

Feb 26, 2026

TETS Consumer Cyclical (CC)

32.27SMAPE (0.8 Threshold)

9

Feb 26, 2026

electricity 10 (val)

1.5Rank

9

Feb 26, 2026

car-parts 4 (test)

1.5Rank

9

Feb 26, 2026

Time Series Forecasting Setup Input 1440 Horizon 288 (test)

0.03FLOPs (G)

8

Jul 3, 2026

S&P500 2020–2024 (overall average)

0.036Correlation (Corr)

8

Jun 24, 2026

HS300 overall average 2020–2024

0.039Correlation

8

Jun 24, 2026

0.028Correlation

8

Jun 24, 2026

0.041Correlation

8

Jun 24, 2026

0.043Correlation

8

Jun 24, 2026

0.037Correlation (Corr)

8

Jun 24, 2026

0.034Correlation

8

Jun 24, 2026

0.053Correlation

8

Jun 24, 2026

0.03Correlation

8

Jun 24, 2026

0.058Correlation

8

Jun 24, 2026

0.029Correlation Coefficient

8

Jun 24, 2026

0.057Correlation

8

Jun 24, 2026

0.243MSE

8

Jun 18, 2026

0.482MSE

8

Jun 18, 2026

497.41MSE

8

Jun 18, 2026

68.911MSE

8

Jun 18, 2026

fev-bench univariate setting

1.28Median Inference Time (s/window)

8

Jun 5, 2026

Page 37 of 56

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